Junkai Zhang
8 papers · 2023–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π Conference Polyglot (5) π Renaissance Researcher (5) π Cross-Pollinator (15) πΊοΈ Taxonomy Completionist (15)
π§
Keyword Pioneer
β
The Questioner
Conferences
EMNLP (2)
ICML (2)
NIPS (2)
AAAI (1)
NAACL (1)
Top co-authors
Keywords
large language model
(3)
stochastic gradient descent
(1)
feature learning
(1)
epistemic uncertainty
(1)
machine translation
(1)
text generation
(1)
sample complexity
(1)
sharpness-aware minimization
(1)
loss landscape
(1)
iterative refinement
(1)
label noise
(1)
protein structure prediction
(1)
protein design
(1)
diffusion model
(1)
cooperative multi-agent system
(1)
linear mixture mdp
(1)
intrinsic reward
(1)
reward-free exploration
(1)
protein language model
(1)
discrete diffusion model
(1)
Papers
MetaScientist: A Human-AI Synergistic Framework for Automated Mechanical Metamaterial Design
NAACL 2025
Training LLMs for Optimization Modeling via Iterative Data Synthesis and Structured Validation
EMNLP 2025
Protein Large Language Models: A Comprehensive Survey
EMNLP 2025
Uncertainty-Aware Reward-Free Exploration with General Function Approximation
ICML 2024
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time
NIPS 2024
Intrinsic Action Tendency Consistency for Cooperative Multi-Agent Reinforcement Learning
AAAI 2024
Why Does Sharpness-Aware Minimization Generalize Better Than SGD?
NIPS 2023
Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs
ICML 2023